DocumentCode :
3116892
Title :
Fast active object tracking in color video
Author :
Goldenberg, Roman ; Kimmel, Ron ; Rivlin, Ehud ; Rudzsky, Michael
Author_Institution :
Dept. of Comput. Sci., Technion-Israel Inst. of Technol., Haifa, Israel
fYear :
2000
fDate :
2000
Firstpage :
101
Lastpage :
104
Abstract :
An important problem in image analysis is object segmentation and tracking in image sequences. It involves the isolation of a single object from the rest of the image that may include other objects and a background. Here, we focus on boundary detection of one or several objects by a dynamic model known as the `geodesic active contour´. Although the geodesic active contour model has many advantages over its predecessors-snake model and geometric flow, its main drawback is its non-linearity that results in inefficient implementations. For example, explicit Euler schemes for the geodesic active contour limit the numerical step for stability. In this paper we introduce a new method that maintains the numerical consistency and makes the geodesic active contour model computationally efficient. The efficiency is achieved by cancelling the limitation on the time step in the numerical scheme, by limiting the computations to a narrow band around the the active contour, and by applying an efficient re-initialization technique
Keywords :
approximation theory; edge detection; image colour analysis; image segmentation; image sequences; tracking; video signal processing; background; boundary detection; color video; computationally efficient model; curvature flow; dynamic model; efficient re-initialization; explicit Euler schemes; fast active object tracking; geodesic active contour model; image analysis; image sequences; numerical approximation; object segmentation; stability; Active contours; Computational modeling; Geophysics computing; Image color analysis; Image sequence analysis; Image sequences; Numerical stability; Object detection; Object segmentation; Solid modeling;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electrical and electronic engineers in israel, 2000. the 21st ieee convention of the
Conference_Location :
Tel-Aviv
Print_ISBN :
0-7803-5842-2
Type :
conf
DOI :
10.1109/EEEI.2000.924332
Filename :
924332
Link To Document :
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